{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Index](Index.ipynb) - [Sinogram mashing](2015_08_27_Presentation_Lab_Mashing.ipynb) - [Cylindrical Phantom](2015_08_27_01_Presentation_Lab_Cylinder.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#GATING INFORMATION - Biograph mMR "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import occiput\n",
    "import mMR"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##LOAD PHYSIO FILE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "physio_file = '/scratch/data/PET_data/cardiac/IRIDAZ_20150720_15_07_20-14_05_05-DST-1_3_12_2_1107_5_2_38_51006/3.IMA'\n",
    "physio = occiput.DataSources.FileSources.load_physiological_data_siemens(physio_file) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##LOAD LISTMODE TRIGGERS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "listmode_file = '/scratch/data/PET_data/cardiac/IRIDAZ_20150720_15_07_20-14_05_05-DST-1_3_12_2_1107_5_2_38_51006/listmode.l'\n",
    "mmr = mMR.PET_Interface_mMR()\n",
    "mmr.load_gates(listmode_file,time_range_ms=[0,60000])\n",
    "gates = mmr.get_gates()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PLOT RESPIRATORY SIGNAL AND TRIGGERS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x428c690>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCUAAAEACAYAAACEUcywAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x425df90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_gates_br_on  = gates['time'][gates['payload']==4096]\n",
    "time_gates_br_off = gates['time'][gates['payload']==4097]\n",
    "\n",
    "figure(figsize=[18,4])\n",
    "hold(0)\n",
    "t1 = linspace(0,1000.0/50*len(physio['samples_breathing']),len(physio['samples_breathing']))\n",
    "plot(t1,physio['samples_breathing'])\n",
    "hold(1)\n",
    "t2 = linspace(0,1000.0/50*len(physio['triggers_breathing']),len(physio['triggers_breathing']))\n",
    "plot(t2,physio['triggers_breathing'],'r')\n",
    "plot(time_gates_br_on,1000*ones(time_gates_br_off.shape),'xm')\n",
    "plot(time_gates_br_off,1000*ones(time_gates_br_on.shape),'.g')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CALIBRATE CLOCK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x4195d50>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCUAAAEACAYAAACEUcywAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x42a6fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=[18,4])\n",
    "hold(0)\n",
    "\n",
    "min_time = 20000\n",
    "max_time = 60000\n",
    "\n",
    "sa = physio['samples_breathing']\n",
    "tr = physio['triggers_breathing']\n",
    "tsa = linspace(0,1000.0/50 *402/400 *len(sa),len(sa))\n",
    "ttr = linspace(0,1000.0/50 *402/400 *len(tr),len(tr))\n",
    "tgon  = time_gates_br_on\n",
    "tgoff = time_gates_br_off\n",
    "gon  = 1000*ones(tgon.shape)\n",
    "goff = 1000*ones(tgoff.shape)\n",
    "\n",
    "sa  = sa[(tsa>min_time)*(tsa<max_time)]\n",
    "tsa = tsa[(tsa>min_time)*(tsa<max_time)]\n",
    "tr  = tr[(ttr>min_time)*(ttr<max_time)]\n",
    "ttr = ttr[(ttr>min_time)*(ttr<max_time)]\n",
    "gon  = gon[(tgon>min_time)*(tgon<max_time)]\n",
    "tgon = tgon[(tgon>min_time)*(tgon<max_time)]\n",
    "goff  = goff[(tgoff>min_time)*(tgoff<max_time)]\n",
    "tgoff = tgoff[(tgoff>min_time)*(tgoff<max_time)]\n",
    "\n",
    "hold(1)\n",
    "plot(tsa,sa)\n",
    "plot(ttr,tr,'r')\n",
    "plot(tgon,gon,'xm')\n",
    "plot(tgoff,goff,'.g')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## CYCLICAL BINNING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "N_cycles = 100\n",
    "N_frames_per_cycle = 16\n",
    "time_bins = zeros(N_cycles, N_frames_per_cycle, 2, dtype=int32)\n",
    "#time_bins[...] = ...\n",
    "listmodefile = '/scratch/data/PET_data/cardiac/THO_MRAC_PET_60MIN_RAW_DATA_0042/listmode.l.hdr'\n",
    "\n",
    "pet = occiput.Reconstruction.PET.PET_Cyclic_Scan()\n",
    "pet.load_listmode_file(listmodefile,time_bins)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
